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Open access Jul 2026

Physics-Constrained Neural Operator Enables Differentiable Simulation of Soft Object Manipulation

PhysCon-Deform is introduced, which is a mixed framework for specific tasks, combining residual neurodynamics learning and a differential augmented Lagrangian projection layer, which reduces long-term constraint violations, demonstrates high robustness to end-effector trajectory noise, and enables efficient real-time t...

Zhi Tao, Yuzhe Wu, Jun-Zhi Li · 0 citations

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